Skip to main content
Glama
77,120 servers. Updated
19 Best Browser Automation MCP Servers — compared and ranked, August 2026Ranked from 2,623 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Information or resources about playwrights or the Playwright framework" matching MCP servers:

  • playwright-trace-decoder-mcp

    vola-trebla
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that unpacks and structures Playwright trace.zip archives so AI agents can perform root-cause analysis on CI failures, with 16 focused tools for inspection, DOM/UI analysis, root-cause analysis, and performance analysis.
    19
    45
    1
    MIT
  • pinnedai-mcp by pinnedai

    pinnedai-mcpofficial

    pinnedai
    A
    license
    A
    quality
    A
    maintenance
    Stops your AI from re-introducing bugs, leaking provider keys, or weakening tests. Bug fixes become permanent regression guards; blocked mistakes become AI lessons the agent reads and learns from before its next edit.
    6
    2
    Apache 2.0

  • logslim-mcp

    P156HAM
    A
    license
    A
    quality
    A
    maintenance
    Compacts noisy test, build, and cloud-log output before an AI agent reads it — dedupes repeats, collapses stack frames, folds Playwright retries, and renders CloudWatch/GCP JSON logs down to the signal. Typically 80–95% fewer tokens on failures. Tool: compact_output. Run: npx -y logslim logslim-mcp
    1
    13
    5
    MIT

  • MigrationPilot

    mickelsamuel
    A
    license
    A
    quality
    A
    maintenance
    Blocks unsafe PostgreSQL migrations before an AI agent writes or runs them. check_before_apply returns a pass/fail gate; reads the real Postgres parser, classifies the lock each statement takes, checks 112 safety rules. Runs offline, no database required.
    7
    212
    5
    MIT

  • mcp-tableau

    edudutra
    F
    license
    A
    quality
    B
    maintenance
    MCP server that automates the publishing and validation of Tableau workbooks and data sources on Tableau Server or Tableau Cloud, enabling an AI agent to discover, build, validate, and publish content without human intervention.
    10

  • Apache Airflow MCP Server

    madamak
    A
    license
    A
    quality
    A
    maintenance
    Enables inspection and management of Apache Airflow DAGs, runs, and logs across multiple instances. It provides tools for monitoring workflows and performing gated write operations like triggering DAGs or clearing task instances.
    16
    2
    Apache 2.0

  • quantakrypto pqc-tools

    quantakrypto
    A
    license
    A
    quality
    A
    maintenance
    Post-quantum readiness for AI coding agents: scans code for quantum-vulnerable cryptography (RSA/ECDH/ECDSA/DH) and returns NIST ML-KEM/ML-DSA/SLH-DSA (and hybrid) migration guidance, with fix verification and dependency checks. Content-based, advisory tools only; runs local (npx @quantakrypto/mcp) or as a hosted OAuth endpoint.
    16
    10
    Apache 2.0

  • Railway MCP Server

    antonioevans
    A
    license
    A
    quality
    D
    maintenance
    Enables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.
    36
    49
    MIT
  • CData Sync MCP Server by CDataSoftware

    CData Sync MCP Serverofficial

    CDataSoftware
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to manage CData Sync operations, including data synchronization jobs, connections, and ETL processes through stdio or HTTP transports. It provides tools for executing jobs, monitoring real-time progress via Server-Sent Events, and handling comprehensive workspace configurations.
    24
    4
    MIT

  • gh_mcp

    fvanevski
    A
    license
    A
    quality
    A
    maintenance
    A Python MCP server that wraps the GitHub CLI (gh) to provide structured tools for searching, reading, and managing GitHub resources like repos, issues, PRs, releases, and workflows, with write commands disabled by default.
    61
    MIT